RRepoGEO

REPOGEO REPORT · LITE

jesse-ai/jesse

Default branch master · commit 854472a3 · scanned 5/12/2026, 12:28:05 AM

GitHub: 7,865 stars · 1,116 forks

AI VISIBILITY SCORE
77 /100
Needs work
Category recall
2 / 2
Avg rank #6.5 when recommended
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface jesse-ai/jesse, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening to highlight advanced, structured crypto trading

    Why:

    CURRENT
    Jesse is an advanced crypto trading framework that aims to **simplifyresearching** and defining **YOUR OWN trading strategies** for backtesting, optimizing, and live trading.
    COPY-PASTE FIX
    Jesse is an advanced, structured crypto trading framework designed for **defining and orchestrating YOUR OWN complex trading strategies** across multiple symbols and timeframes, simplifying research, backtesting, optimization, and live deployment.
  • mediumreadme#2
    Add 'Routes and Sessions' to Key Features

    Why:

    COPY-PASTE FIX
    - 🗺️ **Structured Strategy Orchestration**: Define and manage complex multi-strategy setups across different symbols and timeframes using intuitive 'routes' and 'sessions'.
  • mediumreadme#3
    Clarify 'Why Jesse?' to emphasize structured complexity management

    Why:

    CURRENT
    In short, Jesse is more **accurate** than other solutions, and way more **simple**. In fact, it is so simple that in case you already know Python, you can get started today, in **matter of minutes**, instead of **weeks and months**.
    COPY-PASTE FIX
    In short, Jesse offers a uniquely **structured and accurate** approach to managing complex trading strategies. While simple to get started with Python, its power lies in enabling sophisticated multi-strategy, multi-timeframe setups that other solutions oversimplify or complicate.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
2 / 2
100% of queries surface jesse-ai/jesse
Avg rank
#6.5
Lower is better. #1 = top recommendation.
Share of voice
15%
Of all named tools, what % are you?
Top rival
mementum/backtrader
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mementum/backtrader · recommended 1×
  2. QuantConnect/Lean · recommended 1×
  3. freqtrade/freqtrade · recommended 1×
  4. quantopian/catalyst · recommended 1×
  5. gbeced/pyalgotrade · recommended 1×
  • CATEGORY QUERY
    What are the best Python frameworks for building and backtesting custom crypto trading strategies?
    you: #7
    AI recommended (in order):
    1. Backtrader (mementum/backtrader)
    2. Lean Engine (QuantConnect/Lean)
    3. Freqtrade (freqtrade/freqtrade)
    4. Catalyst (quantopian/catalyst)
    5. PyAlgoTrade (gbeced/pyalgotrade)
    6. VectorBT (polakowo/vectorbt)
    7. Jesse (jesse-ai/jesse) ← you
    Show full AI answer
  • CATEGORY QUERY
    I need a simple, accurate Python tool for developing and deploying algorithmic cryptocurrency trading bots.
    you: #6
    AI recommended (in order):
    1. QuantConnect (Lean Engine)
    2. Freqtrade
    3. CCXT (CryptoCurrency eXchange Trading Library)
    4. Backtrader
    5. PyAlgoTrade
    6. Jesse ← you
    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of jesse-ai/jesse?
    pass
    AI named jesse-ai/jesse explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts jesse-ai/jesse in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jesse-ai/jesse explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo jesse-ai/jesse solve, and who is the primary audience?
    pass
    AI named jesse-ai/jesse explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite